Book review of “Causality in a Social World” by Guanglei Hong

K. Frank, G. Saw, Ran Xu
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Abstract

As the introduction of Guanglei Hong’s Causality in a Social World makes clear, this book would not be necessary if all treatments we wished to study had constant effects through simple mechanisms on independent individuals who were randomly assigned to treatments. While, such conditions may hold in some idealized agricultural settings, this is not the phenomenon we encounter in a social policy oriented world with human agency. In response, Hong presents a coherent theoretical and empirical framework for estimating causality when people choose their own treatments, when they encounter mediating and moderating effects of treatments and when they influence others’ choices and outcomes. The book is presented in four large sections: overview, moderation, mediation and spillover, with a chapter introducing the core ideas in each section (chapters 4, 7, 11 and 14 respectively). Beyond merely consolidating her own foundational work, the book is steeped in deep and historical statistical principles of sampling, propensity score analysis, mediation and moderation, and spill-over mechanisms. Ultimately, the book will mark a passageway from underlying statistical principles to a framework that may endure and expand beyond even what Hong anticipates.
洪光磊《社会世界中的因果关系》书评
正如洪光磊《社会世界中的因果关系》一书的引言所表明的那样,如果我们希望研究的所有治疗方法都通过简单的机制对随机分配到治疗组的独立个体产生持续的影响,那么这本书就没有必要了。虽然,这种情况在一些理想化的农业环境中可能存在,但这不是我们在一个以人类为主体的社会政策导向的世界中遇到的现象。作为回应,Hong提出了一个连贯的理论和经验框架,用于估计当人们选择自己的治疗时,当他们遇到治疗的中介和调节效应时,以及当他们影响他人的选择和结果时的因果关系。本书分为四大部分:概述、适度、调解和溢出,每一部分都有一章介绍核心思想(分别为第4、7、11和14章)。除了巩固她自己的基础工作,这本书是沉浸在抽样,倾向得分分析,调解和调节,溢出机制的深刻和历史统计原则。最终,这本书将标志着从基本的统计原理到一个框架的通道,这个框架甚至可能比洪的预期更持久和扩展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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CiteScore
0.80
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